Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 191999 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 23.4 MiB |
| Average record size in memory | 128.0 B |
Variable types
| NUM | 16 |
|---|
df_index has unique values | Unique |
Reproduction
| Analysis started | 2021-01-04 06:41:47.727420 |
|---|---|
| Analysis finished | 2021-01-04 06:42:55.541725 |
| Duration | 1 minute and 7.81 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 191999 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 149986.3649 |
|---|---|
| Minimum | 3 |
| Maximum | 299997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 15059.9 |
| Q1 | 75177.5 |
| median | 149913 |
| Q3 | 225004 |
| 95-th percentile | 285012.1 |
| Maximum | 299997 |
| Range | 299994 |
| Interquartile range (IQR) | 149826.5 |
Descriptive statistics
| Standard deviation | 86573.73748 |
|---|---|
| Coefficient of variation (CV) | 0.5772107189 |
| Kurtosis | -1.198451843 |
| Mean | 149986.3649 |
| Median Absolute Deviation (MAD) | 74927 |
| Skewness | 0.000987005762 |
| Sum | 2.879723207e+10 |
| Variance | 7495012022 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 264191 | 1 | < 0.1% | |
| 290782 | 1 | < 0.1% | |
| 123926 | 1 | < 0.1% | |
| 130069 | 1 | < 0.1% | |
| 128020 | 1 | < 0.1% | |
| 117779 | 1 | < 0.1% | |
| 121873 | 1 | < 0.1% | |
| 119824 | 1 | < 0.1% | |
| 74766 | 1 | < 0.1% | |
| 72815 | 1 | < 0.1% | |
| Other values (191989) | 191989 | > 99.9% |
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 299997 | 1 | < 0.1% | |
| 299996 | 1 | < 0.1% | |
| 299994 | 1 | < 0.1% | |
| 299993 | 1 | < 0.1% | |
| 299992 | 1 | < 0.1% |
cont1
Real number (ℝ)
| Distinct | 191932 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5069980892 |
|---|---|
| Minimum | -0.0772377364 |
| Maximum | 1.016227417 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | -0.0772377364 |
|---|---|
| 5-th percentile | 0.2425533375 |
| Q1 | 0.3430743825 |
| median | 0.4840075201 |
| Q3 | 0.6437210525 |
| 95-th percentile | 0.9213973238 |
| Maximum | 1.016227417 |
| Range | 1.093465153 |
| Interquartile range (IQR) | 0.30064667 |
Descriptive statistics
| Standard deviation | 0.2040376985 |
|---|---|
| Coefficient of variation (CV) | 0.4024427366 |
| Kurtosis | -0.253791377 |
| Mean | 0.5069980892 |
| Median Absolute Deviation (MAD) | 0.1483334701 |
| Skewness | 0.529217153 |
| Sum | 97343.12614 |
| Variance | 0.04163138239 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.9277585419 | 2 | < 0.1% | |
| 0.500679135 | 2 | < 0.1% | |
| 0.7320907347 | 2 | < 0.1% | |
| 0.2722398299 | 2 | < 0.1% | |
| 0.6783805418 | 2 | < 0.1% | |
| 0.306388433 | 2 | < 0.1% | |
| 0.9512213951 | 2 | < 0.1% | |
| 0.3318882134 | 2 | < 0.1% | |
| 0.4064733561 | 2 | < 0.1% | |
| 0.526029868 | 2 | < 0.1% | |
| Other values (191922) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| -0.0772377364 | 1 | < 0.1% | |
| -0.05994785544 | 1 | < 0.1% | |
| -0.05886888592 | 1 | < 0.1% | |
| -0.05688045966 | 1 | < 0.1% | |
| -0.05291112415 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.016227417 | 1 | < 0.1% | |
| 1.015698483 | 1 | < 0.1% | |
| 1.015187156 | 1 | < 0.1% | |
| 1.01500365 | 1 | < 0.1% | |
| 1.0146438 | 1 | < 0.1% |
cont2
Real number (ℝ)
| Distinct | 191954 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4977385103 |
|---|---|
| Minimum | -0.02439847272 |
| Maximum | 0.8596967694 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | -0.02439847272 |
|---|---|
| 5-th percentile | 0.1185537486 |
| Q1 | 0.3235349334 |
| median | 0.5530480263 |
| Q3 | 0.7313908071 |
| 95-th percentile | 0.8056819015 |
| Maximum | 0.8596967694 |
| Range | 0.8840952421 |
| Interquartile range (IQR) | 0.4078558737 |
Descriptive statistics
| Standard deviation | 0.2280249762 |
|---|---|
| Coefficient of variation (CV) | 0.4581220289 |
| Kurtosis | -1.180319263 |
| Mean | 0.4977385103 |
| Median Absolute Deviation (MAD) | 0.1938856682 |
| Skewness | -0.2456723641 |
| Sum | 95565.29624 |
| Variance | 0.05199538977 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.6184790424 | 2 | < 0.1% | |
| 0.8132470217 | 2 | < 0.1% | |
| 0.7925753282 | 2 | < 0.1% | |
| 0.3546700558 | 2 | < 0.1% | |
| 0.4240962661 | 2 | < 0.1% | |
| 0.5553920283 | 2 | < 0.1% | |
| 0.1382782358 | 2 | < 0.1% | |
| 0.6173603461 | 2 | < 0.1% | |
| 0.7712165907 | 2 | < 0.1% | |
| 0.4209466552 | 2 | < 0.1% | |
| Other values (191944) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| -0.02439847272 | 1 | < 0.1% | |
| -0.02306626097 | 1 | < 0.1% | |
| -0.02160314765 | 1 | < 0.1% | |
| -0.01978758739 | 1 | < 0.1% | |
| -0.01766431101 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.8596967694 | 1 | < 0.1% | |
| 0.8550204604 | 1 | < 0.1% | |
| 0.851990187 | 1 | < 0.1% | |
| 0.8515839011 | 1 | < 0.1% | |
| 0.8512322 | 1 | < 0.1% |
cont3
Real number (ℝ≥0)
| Distinct | 191901 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5214613256 |
|---|---|
| Minimum | 0.02633104662 |
| Maximum | 1.001680631 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0.02633104662 |
|---|---|
| 5-th percentile | 0.2154005336 |
| Q1 | 0.3437834548 |
| median | 0.5514549825 |
| Q3 | 0.6484358932 |
| 95-th percentile | 0.8768418338 |
| Maximum | 1.001680631 |
| Range | 0.9753495841 |
| Interquartile range (IQR) | 0.3046524384 |
Descriptive statistics
| Standard deviation | 0.2008285339 |
|---|---|
| Coefficient of variation (CV) | 0.3851264207 |
| Kurtosis | -0.6719893253 |
| Mean | 0.5214613256 |
| Median Absolute Deviation (MAD) | 0.1414877587 |
| Skewness | 0.008985126281 |
| Sum | 100120.053 |
| Variance | 0.04033210001 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.719137944 | 2 | < 0.1% | |
| 0.5896721415 | 2 | < 0.1% | |
| 0.7366149861 | 2 | < 0.1% | |
| 0.5592559296 | 2 | < 0.1% | |
| 0.5872326883 | 2 | < 0.1% | |
| 0.6350180486 | 2 | < 0.1% | |
| 0.3520789928 | 2 | < 0.1% | |
| 0.574390442 | 2 | < 0.1% | |
| 0.252833755 | 2 | < 0.1% | |
| 0.2332164223 | 2 | < 0.1% | |
| Other values (191891) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0.02633104662 | 1 | < 0.1% | |
| 0.04082586429 | 1 | < 0.1% | |
| 0.04116167088 | 1 | < 0.1% | |
| 0.04148853454 | 1 | < 0.1% | |
| 0.04194893224 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.001680631 | 1 | < 0.1% | |
| 0.9999052491 | 1 | < 0.1% | |
| 0.9972085519 | 1 | < 0.1% | |
| 0.9939535461 | 1 | < 0.1% | |
| 0.9925478327 | 1 | < 0.1% |
cont4
Real number (ℝ≥0)
| Distinct | 191947 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5158423607 |
|---|---|
| Minimum | 0.1527614227 |
| Maximum | 1.010402194 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0.1527614227 |
|---|---|
| 5-th percentile | 0.2085571283 |
| Q1 | 0.2951874616 |
| median | 0.4828783062 |
| Q3 | 0.7486932081 |
| 95-th percentile | 0.8796948353 |
| Maximum | 1.010402194 |
| Range | 0.8576407717 |
| Interquartile range (IQR) | 0.4535057465 |
Descriptive statistics
| Standard deviation | 0.2328196601 |
|---|---|
| Coefficient of variation (CV) | 0.4513387768 |
| Kurtosis | -1.334708886 |
| Mean | 0.5158423607 |
| Median Absolute Deviation (MAD) | 0.2109355122 |
| Skewness | 0.24985909 |
| Sum | 99041.21741 |
| Variance | 0.05420499413 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.5965575161 | 2 | < 0.1% | |
| 0.2618571131 | 2 | < 0.1% | |
| 0.4874850116 | 2 | < 0.1% | |
| 0.2218488124 | 2 | < 0.1% | |
| 0.5594034376 | 2 | < 0.1% | |
| 0.326719161 | 2 | < 0.1% | |
| 0.6872824632 | 2 | < 0.1% | |
| 0.7433880752 | 2 | < 0.1% | |
| 0.2109414192 | 2 | < 0.1% | |
| 0.3051572188 | 2 | < 0.1% | |
| Other values (191937) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0.1527614227 | 1 | < 0.1% | |
| 0.154547932 | 1 | < 0.1% | |
| 0.1554136707 | 1 | < 0.1% | |
| 0.158009087 | 1 | < 0.1% | |
| 0.1585985227 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.010402194 | 1 | < 0.1% | |
| 1.008933163 | 1 | < 0.1% | |
| 0.9943214983 | 1 | < 0.1% | |
| 0.9931900876 | 1 | < 0.1% | |
| 0.9923817792 | 1 | < 0.1% |
cont5
Real number (ℝ≥0)
| Distinct | 191894 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5018894439 |
|---|---|
| Minimum | 0.276466636 |
| Maximum | 1.034046059 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0.276466636 |
|---|---|
| 5-th percentile | 0.2811826602 |
| Q1 | 0.284105782 |
| median | 0.4514819209 |
| Q3 | 0.6707638508 |
| 95-th percentile | 0.9267664069 |
| Maximum | 1.034046059 |
| Range | 0.7575794228 |
| Interquartile range (IQR) | 0.3866580688 |
Descriptive statistics
| Standard deviation | 0.2206745866 |
|---|---|
| Coefficient of variation (CV) | 0.4396876429 |
| Kurtosis | -0.8880276512 |
| Mean | 0.5018894439 |
| Median Absolute Deviation (MAD) | 0.1682426621 |
| Skewness | 0.6109154515 |
| Sum | 96362.27134 |
| Variance | 0.04869727317 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.2832969355 | 3 | < 0.1% | |
| 0.2835758566 | 2 | < 0.1% | |
| 0.2845962096 | 2 | < 0.1% | |
| 0.2816398968 | 2 | < 0.1% | |
| 0.6210433962 | 2 | < 0.1% | |
| 0.4641211557 | 2 | < 0.1% | |
| 0.2827849586 | 2 | < 0.1% | |
| 0.5340787907 | 2 | < 0.1% | |
| 0.3102893555 | 2 | < 0.1% | |
| 0.6778476129 | 2 | < 0.1% | |
| Other values (191884) | 191978 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0.276466636 | 1 | < 0.1% | |
| 0.27682203 | 1 | < 0.1% | |
| 0.2768220331 | 1 | < 0.1% | |
| 0.2768380509 | 1 | < 0.1% | |
| 0.2768570979 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.034046059 | 1 | < 0.1% | |
| 1.033833526 | 1 | < 0.1% | |
| 1.033710706 | 1 | < 0.1% | |
| 1.033708131 | 1 | < 0.1% | |
| 1.033424714 | 1 | < 0.1% |
cont6
Real number (ℝ≥0)
| Distinct | 191925 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52649198 |
|---|---|
| Minimum | 0.08370428319 |
| Maximum | 1.04385773 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0.08370428319 |
|---|---|
| 5-th percentile | 0.2392929651 |
| Q1 | 0.3561947131 |
| median | 0.4710414137 |
| Q3 | 0.6927308641 |
| 95-th percentile | 0.9309038806 |
| Maximum | 1.04385773 |
| Range | 0.9601534467 |
| Interquartile range (IQR) | 0.336536151 |
Descriptive statistics
| Standard deviation | 0.2176903077 |
|---|---|
| Coefficient of variation (CV) | 0.4134731695 |
| Kurtosis | -0.7962988333 |
| Mean | 0.52649198 |
| Median Absolute Deviation (MAD) | 0.1438433365 |
| Skewness | 0.5396842124 |
| Sum | 101085.9337 |
| Variance | 0.04738907006 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.4731224499 | 2 | < 0.1% | |
| 0.3384751308 | 2 | < 0.1% | |
| 0.3837549861 | 2 | < 0.1% | |
| 0.8705122303 | 2 | < 0.1% | |
| 0.3584844001 | 2 | < 0.1% | |
| 0.369572136 | 2 | < 0.1% | |
| 0.6197517487 | 2 | < 0.1% | |
| 0.3413388391 | 2 | < 0.1% | |
| 0.4457659283 | 2 | < 0.1% | |
| 0.4748671191 | 2 | < 0.1% | |
| Other values (191915) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0.08370428319 | 1 | < 0.1% | |
| 0.08675941638 | 1 | < 0.1% | |
| 0.09148896824 | 1 | < 0.1% | |
| 0.09424125876 | 1 | < 0.1% | |
| 0.09515560525 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.04385773 | 1 | < 0.1% | |
| 1.04347033 | 1 | < 0.1% | |
| 1.041227162 | 1 | < 0.1% | |
| 1.040829863 | 1 | < 0.1% | |
| 1.040448079 | 1 | < 0.1% |
cont7
Real number (ℝ)
| Distinct | 191942 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4881238923 |
|---|---|
| Minimum | -0.02662825428 |
| Maximum | 1.066167475 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | -0.02662825428 |
|---|---|
| 5-th percentile | 0.2478843469 |
| Q1 | 0.346644934 |
| median | 0.4667536635 |
| Q3 | 0.5817251216 |
| 95-th percentile | 0.8380939163 |
| Maximum | 1.066167475 |
| Range | 1.092795729 |
| Interquartile range (IQR) | 0.2350801876 |
Descriptive statistics
| Standard deviation | 0.1812230082 |
|---|---|
| Coefficient of variation (CV) | 0.3712643676 |
| Kurtosis | -0.007671830997 |
| Mean | 0.4881238923 |
| Median Absolute Deviation (MAD) | 0.1180679288 |
| Skewness | 0.7047923942 |
| Sum | 93719.29919 |
| Variance | 0.03284177869 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.8046764397 | 2 | < 0.1% | |
| 0.23063427 | 2 | < 0.1% | |
| 0.3281778675 | 2 | < 0.1% | |
| 0.5584365082 | 2 | < 0.1% | |
| 0.4911380206 | 2 | < 0.1% | |
| 0.3635958223 | 2 | < 0.1% | |
| 0.5488523772 | 2 | < 0.1% | |
| 0.3992380099 | 2 | < 0.1% | |
| 0.5711290253 | 2 | < 0.1% | |
| 0.4924798965 | 2 | < 0.1% | |
| Other values (191932) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| -0.02662825428 | 1 | < 0.1% | |
| -0.01040099999 | 1 | < 0.1% | |
| -0.00521475911 | 1 | < 0.1% | |
| -0.003817842646 | 1 | < 0.1% | |
| -0.0001467882669 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.066167475 | 1 | < 0.1% | |
| 1.062792053 | 1 | < 0.1% | |
| 1.053017809 | 1 | < 0.1% | |
| 1.052011964 | 1 | < 0.1% | |
| 1.051563625 | 1 | < 0.1% |
cont8
Real number (ℝ≥0)
| Distinct | 191925 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5253613514 |
|---|---|
| Minimum | 0.217724688 |
| Maximum | 1.024427233 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0.217724688 |
|---|---|
| 5-th percentile | 0.2674739869 |
| Q1 | 0.3417202679 |
| median | 0.483281477 |
| Q3 | 0.6859942716 |
| 95-th percentile | 0.9387631854 |
| Maximum | 1.024427233 |
| Range | 0.8067025454 |
| Interquartile range (IQR) | 0.3442740037 |
Descriptive statistics
| Standard deviation | 0.2162842117 |
|---|---|
| Coefficient of variation (CV) | 0.4116865681 |
| Kurtosis | -0.8801151593 |
| Mean | 0.5253613514 |
| Median Absolute Deviation (MAD) | 0.1597480095 |
| Skewness | 0.5687498125 |
| Sum | 100868.8541 |
| Variance | 0.04677886025 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.3674308411 | 2 | < 0.1% | |
| 0.5289761054 | 2 | < 0.1% | |
| 0.364904869 | 2 | < 0.1% | |
| 0.2948431985 | 2 | < 0.1% | |
| 0.7752755473 | 2 | < 0.1% | |
| 0.5197929379 | 2 | < 0.1% | |
| 0.5512433847 | 2 | < 0.1% | |
| 0.3273221837 | 2 | < 0.1% | |
| 0.409327552 | 2 | < 0.1% | |
| 0.5675585767 | 2 | < 0.1% | |
| Other values (191915) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0.217724688 | 1 | < 0.1% | |
| 0.2196382514 | 1 | < 0.1% | |
| 0.2203784912 | 1 | < 0.1% | |
| 0.220671399 | 1 | < 0.1% | |
| 0.2208671142 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.024427233 | 1 | < 0.1% | |
| 1.023568327 | 1 | < 0.1% | |
| 1.023469081 | 1 | < 0.1% | |
| 1.023456204 | 1 | < 0.1% | |
| 1.022379559 | 1 | < 0.1% |
cont9
Real number (ℝ)
| Distinct | 191860 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4600071375 |
|---|---|
| Minimum | -0.2406041917 |
| Maximum | 1.004114099 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | -0.2406041917 |
|---|---|
| 5-th percentile | 0.1823724114 |
| Q1 | 0.3311013915 |
| median | 0.417074319 |
| Q3 | 0.5750546737 |
| 95-th percentile | 0.8897530165 |
| Maximum | 1.004114099 |
| Range | 1.244718291 |
| Interquartile range (IQR) | 0.2439532822 |
Descriptive statistics
| Standard deviation | 0.1965048864 |
|---|---|
| Coefficient of variation (CV) | 0.4271779073 |
| Kurtosis | 0.1962901321 |
| Mean | 0.4600071375 |
| Median Absolute Deviation (MAD) | 0.1125529243 |
| Skewness | 0.7955315128 |
| Sum | 88320.9104 |
| Variance | 0.03861417036 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.4010838667 | 2 | < 0.1% | |
| 0.2901116737 | 2 | < 0.1% | |
| 0.3541888573 | 2 | < 0.1% | |
| 0.3420227417 | 2 | < 0.1% | |
| 0.4082823291 | 2 | < 0.1% | |
| 0.4216133253 | 2 | < 0.1% | |
| 0.8816100765 | 2 | < 0.1% | |
| 0.4066101076 | 2 | < 0.1% | |
| 0.2804777524 | 2 | < 0.1% | |
| 0.4057959477 | 2 | < 0.1% | |
| Other values (191850) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| -0.2406041917 | 1 | < 0.1% | |
| -0.2307544346 | 1 | < 0.1% | |
| -0.2278921795 | 1 | < 0.1% | |
| -0.2222467378 | 1 | < 0.1% | |
| -0.2011483432 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.004114099 | 1 | < 0.1% | |
| 1.000321941 | 1 | < 0.1% | |
| 0.9952763185 | 1 | < 0.1% | |
| 0.9867466065 | 1 | < 0.1% | |
| 0.9852920274 | 1 | < 0.1% |
cont10
Real number (ℝ)
| Distinct | 191949 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5207123265 |
|---|---|
| Minimum | -0.0661418739 |
| Maximum | 1.199951392 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | -0.0661418739 |
|---|---|
| 5-th percentile | 0.232799163 |
| Q1 | 0.3756432601 |
| median | 0.4591201337 |
| Q3 | 0.699912018 |
| 95-th percentile | 0.8452766178 |
| Maximum | 1.199951392 |
| Range | 1.266093266 |
| Interquartile range (IQR) | 0.3242687579 |
Descriptive statistics
| Standard deviation | 0.2017947974 |
|---|---|
| Coefficient of variation (CV) | 0.3875360485 |
| Kurtosis | -1.049722306 |
| Mean | 0.5207123265 |
| Median Absolute Deviation (MAD) | 0.1361482607 |
| Skewness | 0.3637176888 |
| Sum | 99976.24597 |
| Variance | 0.04072114025 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.2720259671 | 2 | < 0.1% | |
| 0.7517586708 | 2 | < 0.1% | |
| 0.8509622241 | 2 | < 0.1% | |
| 0.4144038576 | 2 | < 0.1% | |
| 0.1966651862 | 2 | < 0.1% | |
| 0.8515670618 | 2 | < 0.1% | |
| 0.4176656893 | 2 | < 0.1% | |
| 0.842241411 | 2 | < 0.1% | |
| 0.5238372968 | 2 | < 0.1% | |
| 0.8540494253 | 2 | < 0.1% | |
| Other values (191939) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| -0.0661418739 | 1 | < 0.1% | |
| -0.06035322751 | 1 | < 0.1% | |
| -0.05899791587 | 1 | < 0.1% | |
| -0.03973689557 | 1 | < 0.1% | |
| -0.02596313279 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.199951392 | 1 | < 0.1% | |
| 1.1838459 | 1 | < 0.1% | |
| 1.14068949 | 1 | < 0.1% | |
| 1.135018978 | 1 | < 0.1% | |
| 1.132098593 | 1 | < 0.1% |
cont11
Real number (ℝ≥0)
| Distinct | 191952 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4842885649 |
|---|---|
| Minimum | 0.08433134038 |
| Maximum | 1.018950116 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0.08433134038 |
|---|---|
| 5-th percentile | 0.1895207332 |
| Q1 | 0.3007744524 |
| median | 0.4420706203 |
| Q3 | 0.679870759 |
| 95-th percentile | 0.8719075276 |
| Maximum | 1.018950116 |
| Range | 0.934618776 |
| Interquartile range (IQR) | 0.3790963066 |
Descriptive statistics
| Standard deviation | 0.2201071506 |
|---|---|
| Coefficient of variation (CV) | 0.4544958657 |
| Kurtosis | -0.9534496898 |
| Mean | 0.4842885649 |
| Median Absolute Deviation (MAD) | 0.1711969339 |
| Skewness | 0.42007538 |
| Sum | 92982.92018 |
| Variance | 0.04844715774 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.692369124 | 2 | < 0.1% | |
| 0.2619005233 | 2 | < 0.1% | |
| 0.1460926805 | 2 | < 0.1% | |
| 0.2280153266 | 2 | < 0.1% | |
| 0.3177889294 | 2 | < 0.1% | |
| 0.6215884759 | 2 | < 0.1% | |
| 0.4939077709 | 2 | < 0.1% | |
| 0.3165011948 | 2 | < 0.1% | |
| 0.3080962244 | 2 | < 0.1% | |
| 0.313233851 | 2 | < 0.1% | |
| Other values (191942) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0.08433134038 | 1 | < 0.1% | |
| 0.08464028491 | 1 | < 0.1% | |
| 0.08580054681 | 1 | < 0.1% | |
| 0.08599365479 | 1 | < 0.1% | |
| 0.08675139568 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.018950116 | 1 | < 0.1% | |
| 1.015506437 | 1 | < 0.1% | |
| 1.015410291 | 1 | < 0.1% | |
| 1.015341539 | 1 | < 0.1% | |
| 1.014896658 | 1 | < 0.1% |
cont12
Real number (ℝ≥0)
| Distinct | 191949 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5070251814 |
|---|---|
| Minimum | 0.09257488311 |
| Maximum | 1.049025484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0.09257488311 |
|---|---|
| 5-th percentile | 0.2147076828 |
| Q1 | 0.3103341565 |
| median | 0.4863166087 |
| Q3 | 0.6945827427 |
| 95-th percentile | 0.8675507076 |
| Maximum | 1.049025484 |
| Range | 0.9564506011 |
| Interquartile range (IQR) | 0.3842485863 |
Descriptive statistics
| Standard deviation | 0.2190652928 |
|---|---|
| Coefficient of variation (CV) | 0.4320599861 |
| Kurtosis | -1.131064443 |
| Mean | 0.5070251814 |
| Median Absolute Deviation (MAD) | 0.1902720991 |
| Skewness | 0.2842290755 |
| Sum | 97348.32781 |
| Variance | 0.04798960252 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.3614742082 | 2 | < 0.1% | |
| 0.6206471094 | 2 | < 0.1% | |
| 0.347416114 | 2 | < 0.1% | |
| 0.3781983649 | 2 | < 0.1% | |
| 0.2690767596 | 2 | < 0.1% | |
| 0.3705772589 | 2 | < 0.1% | |
| 0.384365921 | 2 | < 0.1% | |
| 0.2182314089 | 2 | < 0.1% | |
| 0.3062289991 | 2 | < 0.1% | |
| 0.8512864598 | 2 | < 0.1% | |
| Other values (191939) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0.09257488311 | 1 | < 0.1% | |
| 0.09415824158 | 1 | < 0.1% | |
| 0.09679453085 | 1 | < 0.1% | |
| 0.09858961478 | 1 | < 0.1% | |
| 0.09949792133 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.049025484 | 1 | < 0.1% | |
| 1.04541226 | 1 | < 0.1% | |
| 1.045296658 | 1 | < 0.1% | |
| 1.045073851 | 1 | < 0.1% | |
| 1.044548681 | 1 | < 0.1% |
cont13
Real number (ℝ≥0)
| Distinct | 191877 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5535291333 |
|---|---|
| Minimum | 0.04473594955 |
| Maximum | 0.9773809684 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0.04473594955 |
|---|---|
| 5-th percentile | 0.2811843253 |
| Q1 | 0.3504923733 |
| median | 0.4879974987 |
| Q3 | 0.7688699353 |
| 95-th percentile | 0.924143009 |
| Maximum | 0.9773809684 |
| Range | 0.9326450188 |
| Interquartile range (IQR) | 0.4183775619 |
Descriptive statistics
| Standard deviation | 0.229773192 |
|---|---|
| Coefficient of variation (CV) | 0.4151058693 |
| Kurtosis | -1.388041819 |
| Mean | 0.5535291333 |
| Median Absolute Deviation (MAD) | 0.164070737 |
| Skewness | 0.3197450849 |
| Sum | 106277.0401 |
| Variance | 0.05279571978 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.3611517545 | 2 | < 0.1% | |
| 0.6467978661 | 2 | < 0.1% | |
| 0.3252097535 | 2 | < 0.1% | |
| 0.9271037139 | 2 | < 0.1% | |
| 0.9249006198 | 2 | < 0.1% | |
| 0.3593784729 | 2 | < 0.1% | |
| 0.9505350918 | 2 | < 0.1% | |
| 0.3652459072 | 2 | < 0.1% | |
| 0.3681260095 | 2 | < 0.1% | |
| 0.332965976 | 2 | < 0.1% | |
| Other values (191867) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0.04473594955 | 1 | < 0.1% | |
| 0.04564382911 | 1 | < 0.1% | |
| 0.04725152474 | 1 | < 0.1% | |
| 0.04974054613 | 1 | < 0.1% | |
| 0.05356893099 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.9773809684 | 1 | < 0.1% | |
| 0.9773132053 | 1 | < 0.1% | |
| 0.977141102 | 1 | < 0.1% | |
| 0.9771302937 | 1 | < 0.1% | |
| 0.9768630508 | 1 | < 0.1% |
cont14
Real number (ℝ≥0)
| Distinct | 191942 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5034449254 |
|---|---|
| Minimum | 0.1663674107 |
| Maximum | 0.8679922751 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0.1663674107 |
|---|---|
| 5-th percentile | 0.2308288247 |
| Q1 | 0.3085725674 |
| median | 0.4312459745 |
| Q3 | 0.712641399 |
| 95-th percentile | 0.830087494 |
| Maximum | 0.8679922751 |
| Range | 0.7016248644 |
| Interquartile range (IQR) | 0.4040688315 |
Descriptive statistics
| Standard deviation | 0.2083107828 |
|---|---|
| Coefficient of variation (CV) | 0.4137707469 |
| Kurtosis | -1.42074272 |
| Mean | 0.5034449254 |
| Median Absolute Deviation (MAD) | 0.1711961511 |
| Skewness | 0.2556455614 |
| Sum | 96660.92223 |
| Variance | 0.04339338224 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.3036951078 | 2 | < 0.1% | |
| 0.2382473635 | 2 | < 0.1% | |
| 0.797309407 | 2 | < 0.1% | |
| 0.3084940054 | 2 | < 0.1% | |
| 0.2399970468 | 2 | < 0.1% | |
| 0.444333779 | 2 | < 0.1% | |
| 0.4084244016 | 2 | < 0.1% | |
| 0.2983681962 | 2 | < 0.1% | |
| 0.8462420785 | 2 | < 0.1% | |
| 0.7512519356 | 2 | < 0.1% | |
| Other values (191932) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| 0.1663674107 | 1 | < 0.1% | |
| 0.1699774063 | 1 | < 0.1% | |
| 0.1701116664 | 1 | < 0.1% | |
| 0.1705184111 | 1 | < 0.1% | |
| 0.171641469 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.8679922751 | 1 | < 0.1% | |
| 0.867936354 | 1 | < 0.1% | |
| 0.8678213705 | 1 | < 0.1% | |
| 0.8676827848 | 1 | < 0.1% | |
| 0.8676456822 | 1 | < 0.1% |
target
Real number (ℝ≥0)
| Distinct | 191915 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.908940925 |
|---|---|
| Minimum | 4.256207381 |
| Maximum | 10.2675685 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 4.256207381 |
|---|---|
| 5-th percentile | 6.735121977 |
| Q1 | 7.332500336 |
| median | 7.94445265 |
| Q3 | 8.472046585 |
| 95-th percentile | 9.027522506 |
| Maximum | 10.2675685 |
| Range | 6.011361119 |
| Interquartile range (IQR) | 1.139546249 |
Descriptive statistics
| Standard deviation | 0.7334940196 |
|---|---|
| Coefficient of variation (CV) | 0.09274238188 |
| Kurtosis | -0.527331484 |
| Mean | 7.908940925 |
| Median Absolute Deviation (MAD) | 0.5607674511 |
| Skewness | -0.06866603911 |
| Sum | 1518508.749 |
| Variance | 0.5380134767 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 7.929755622 | 2 | < 0.1% | |
| 7.116320138 | 2 | < 0.1% | |
| 7.625173636 | 2 | < 0.1% | |
| 8.55597355 | 2 | < 0.1% | |
| 7.68176868 | 2 | < 0.1% | |
| 8.558258222 | 2 | < 0.1% | |
| 7.817356754 | 2 | < 0.1% | |
| 6.821697644 | 2 | < 0.1% | |
| 8.562629675 | 2 | < 0.1% | |
| 7.285984914 | 2 | < 0.1% | |
| Other values (191905) | 191979 | > 99.9% |
| Value | Count | Frequency (%) | |
| 4.256207381 | 1 | < 0.1% | |
| 4.346321787 | 1 | < 0.1% | |
| 4.417208678 | 1 | < 0.1% | |
| 4.821089618 | 1 | < 0.1% | |
| 4.851246927 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 10.2675685 | 1 | < 0.1% | |
| 10.18617943 | 1 | < 0.1% | |
| 10.18229217 | 1 | < 0.1% | |
| 10.1797137 | 1 | < 0.1% | |
| 10.1727287 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | cont1 | cont2 | cont3 | cont4 | cont5 | cont6 | cont7 | cont8 | cont9 | cont10 | cont11 | cont12 | cont13 | cont14 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 246516 | 0.988743 | 0.421216 | 0.486433 | 0.254412 | 0.667608 | 0.959602 | 0.861130 | 0.580194 | 0.875706 | 0.820746 | 0.485135 | 0.827625 | 0.945463 | 0.738172 | 8.566379 |
| 1 | 95956 | 0.844931 | 0.355446 | 0.552568 | 0.257268 | 0.283526 | 0.751283 | 0.683118 | 0.903072 | 0.586786 | 0.815517 | 0.512963 | 0.591288 | 0.824898 | 0.413523 | 7.757215 |
| 2 | 250984 | 0.663879 | 0.419213 | 0.690872 | 0.708093 | 0.955572 | 0.583959 | 0.394780 | 0.637059 | 0.583473 | 0.709396 | 0.697013 | 0.808392 | 0.758270 | 0.632740 | 8.663471 |
| 3 | 151766 | 0.242994 | 0.422724 | 0.553223 | 0.845855 | 0.551718 | 0.350534 | 0.256266 | 0.646143 | 0.419935 | 0.709761 | 0.272796 | 0.264933 | 0.350942 | 0.595272 | 8.617109 |
| 4 | 252470 | 0.478030 | 0.680336 | 0.877784 | 0.563989 | 0.947928 | 0.377136 | 0.385469 | 0.356481 | 0.354921 | 0.447968 | 0.394975 | 0.302866 | 0.359190 | 0.261930 | 6.768849 |
| 5 | 282821 | 0.281097 | 0.489376 | 0.587905 | 0.550610 | 0.843430 | 0.295449 | 0.289408 | 0.255546 | 0.340082 | 0.393486 | 0.294584 | 0.319959 | 0.321904 | 0.280312 | 7.973183 |
| 6 | 232010 | 0.718344 | 0.359358 | 0.280086 | 0.355788 | 0.283068 | 0.745564 | 0.572494 | 0.884468 | 0.450507 | 0.511252 | 0.487515 | 0.399852 | 0.803524 | 0.749146 | 8.729735 |
| 7 | 183054 | 0.323152 | 0.487897 | 0.623383 | 0.192209 | 0.304495 | 0.233038 | 0.324875 | 0.257175 | 0.331892 | 0.265337 | 0.237906 | 0.183333 | 0.356713 | 0.308671 | 7.412109 |
| 8 | 175116 | 0.480042 | 0.680344 | 0.546297 | 0.255252 | 0.447660 | 0.382816 | 0.540388 | 0.290153 | 0.339366 | 0.497500 | 0.613115 | 0.688257 | 0.356296 | 0.712566 | 6.969876 |
| 9 | 16670 | 0.679265 | 0.621512 | 0.736013 | 0.776432 | 0.284264 | 0.882507 | 0.789330 | 0.339680 | 0.576793 | 0.799288 | 0.874525 | 0.907666 | 0.878228 | 0.719517 | 8.657826 |
Last rows
| df_index | cont1 | cont2 | cont3 | cont4 | cont5 | cont6 | cont7 | cont8 | cont9 | cont10 | cont11 | cont12 | cont13 | cont14 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 191989 | 254391 | 0.240472 | 0.360852 | 0.277296 | 0.752120 | 0.535971 | 0.458083 | 0.404807 | 0.947384 | 0.904004 | 0.497075 | 0.418752 | 0.336307 | 0.676191 | 0.682968 | 7.534806 |
| 191990 | 117286 | 0.257998 | 0.058053 | 0.738519 | 0.346627 | 0.315777 | 0.232939 | 0.334211 | 0.302855 | 0.163939 | 0.284247 | 0.254614 | 0.228690 | 0.375022 | 0.443748 | 7.605477 |
| 191991 | 236472 | 0.366499 | 0.816598 | 0.965426 | 0.209610 | 0.284325 | 0.501834 | 0.786680 | 0.267341 | 0.452887 | 0.459397 | 0.460170 | 0.498733 | 0.273901 | 0.207504 | 8.462187 |
| 191992 | 180910 | 0.451523 | 0.206051 | 0.882835 | 0.230513 | 0.282194 | 0.773091 | 0.944020 | 0.322954 | 0.477064 | 0.763412 | 0.690788 | 0.699283 | 0.766829 | 0.410830 | 8.760469 |
| 191993 | 50548 | 0.792875 | 0.620676 | 0.347428 | 0.504717 | 0.676204 | 0.864408 | 0.522011 | 0.818064 | 0.667662 | 0.873520 | 0.893304 | 0.982442 | 0.939392 | 0.395277 | 7.559880 |
| 191994 | 57307 | 0.913075 | 0.162446 | 0.242965 | 0.885552 | 0.284619 | 0.938949 | 0.456467 | 0.674099 | 0.886027 | 0.803620 | 0.965851 | 0.875041 | 0.904465 | 0.435522 | 7.537581 |
| 191995 | 201611 | 0.521059 | 0.358483 | 0.627278 | 0.254724 | 0.281618 | 0.544726 | 0.945137 | 0.272537 | 0.452444 | 0.641533 | 0.683433 | 0.558878 | 0.337972 | 0.382991 | 8.259644 |
| 191996 | 254361 | 0.417083 | 0.818364 | 0.638195 | 0.574131 | 0.563074 | 0.635199 | 0.496616 | 0.624710 | 0.429305 | 0.469774 | 0.757659 | 0.698660 | 0.685661 | 0.672659 | 7.403454 |
| 191997 | 53822 | 0.050960 | 0.489181 | 0.471618 | 0.830528 | 0.281224 | 0.254656 | 0.315194 | 0.764477 | 0.207433 | 0.208685 | 0.195702 | 0.320005 | 0.273013 | 0.804718 | 8.796392 |
| 191998 | 284480 | 0.279546 | 0.620463 | 0.641211 | 0.902521 | 0.602682 | 0.266251 | 0.206995 | 0.674587 | 0.267960 | 0.271318 | 0.254309 | 0.288733 | 0.336696 | 0.287041 | 8.443546 |